Length of stay prediction (LOS) on MIMIC-III
0.1645Mutual Information (MI)MLCI
Evaluation Results
| Method | Links | |
|---|---|---|
| MLCI2026.06 | 0.1645 | |
| DeepSetsPooling=mean ⊕ max pool2026.06 | 0.1517 | |
| Gradient Boosted TreesEvaluation=Score/Logit2026.06 | 0.1476 | |
| Set TransformerMode=single-logit2026.06 | 0.1454 | |
| Pure MIL Attention Pooling2026.06 | 0.1432 | |
| Star-GAT2026.06 | 0.141 | |
| Deep MLP Bag-of-CodesImplementation=EmbeddingBag2026.06 | 0.1383 | |
| Factorization MachineMetric=FM score2026.06 | 0.1362 | |
| Deep and Cross NetworkAcronym=DCN2026.06 | 0.1347 | |
| FusedLogits LR2026.06 | 0.1325 | |
| kNN2026.06 | 0.0855 | |
| Multinomial Naive Bayes2026.06 | 0.0727 | |
| Complement Naive Bayes2026.06 | 0.0712 | |
| CCI+ECIMode=scalar2026.06 | 0.034 | |
| ElixhauserAcronym=ECI2026.06 | 0.0314 | |
| CharlsonAcronym=CCI2026.06 | 0.0094 |